Version Compatibility

Reference examples tested with: AMRFinderPlus 3.12+, pandas 2.2+

Before using code patterns, verify installed versions match. If versions differ:

• Python: pip show <package> then help(module.function) to check signatures
• CLI: <tool> --version then <tool> --help to confirm flags

If code throws ImportError, AttributeError, or TypeError, introspect the installed package and adapt the example to match the actual API rather than retrying.

AMR Surveillance

"Screen my isolates for resistance genes and track AMR trends" → Detect antimicrobial resistance determinants in bacterial genomes and monitor resistance patterns over time for surveillance programs.

• CLI: amrfinder -n assembly.fasta --plus --organism Klebsiella

AMRFinderPlus